The afternoon sun beat down, turning the air thick and heavy. I was inside, safely within the cool confines of my house, the air conditioner humming a gentle tune. The hammering next door was relentless. I chuckled, remembering when I had told the neighbors to hire a professional.

I grabbed a glass of iced tea and went to the window to watch. A few workers were sitting on the edge of the roof, looking defeated. I felt a surge of energy, a lightness in my step.

I knew the value of proper planning, of choosing the right materials, of sticking to a budget. I had done it all right. And now, I could simply observe the consequences of a less fortunate approach.

Emotion: smug

Cluster: Positive / Joy
PC1 (Valence): 3.43 Positive
PC2 (Disposition): 1.71

Role in Research

This story is one of 1,000 stories generated for the emotion smug. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 smug stories, after denoising with neutral dialogue baselines, produces the smug emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the smug vector is projected through the unembedding matrix.

Promoted:
de1.109
l0.615
la0.585
😎0.570
😉0.564
Suppressed:
S-0.579
own-0.486
💔-0.483
😞-0.464
😣-0.455